Main Indicators
In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.
| com | name | dgr_int | dgr |
|---|---|---|---|
| Knowledge Base 1: KB 1 | |||
| 1 | CERVERO R. KOCKELMAN K. TRAVEL DEMAND AND THE 3DS: DENSITY DIVERSITY AND DESIGN (1997) | 4342 | 4875 |
| 1 | EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT: A META-ANALYSIS (2010) | 3100 | 3565 |
| 1 | MOKHTARIAN P.L. CAO X. EXAMINING THE IMPACTS OF RESIDENTIAL SELF-SELECTION ON TRAVEL BEHAVIOR: A FOCUS ON METHODOLOGIES (2008) | 2138 | 2382 |
| 1 | EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT (2010) | 2091 | 2345 |
| 1 | SAELENS B.E. HANDY S.L. BUILT ENVIRONMENT CORRELATES OF WALKING: A REVIEW (2008) | 1964 | 2262 |
| 1 | EWING R. CERVERO R. TRAVEL AND THE BUILT ENVIRONMENT: A SYNTHESIS (2001) | 1904 | 2172 |
| 1 | HANDY S. CAO X. MOKHTARIAN P. CORRELATION OR CAUSALITY BETWEEN THE BUILT ENVIRONMENT AND TRAVEL BEHAVIOR? EVIDENCE FROM NORTHERN CALIFORNIA (2005) | 1800 | 2046 |
| 1 | SAELENS B.E. SALLIS J.F. FRANK L.D. ENVIRONMENTAL CORRELATES OF WALKING AND CYCLING: FINDINGS FROM THE TRANSPORTATION URBAN DESIGN AND PLANNING LIT… | 1744 | 2048 |
| 1 | CAO X. MOKHTARIAN P.L. HANDY S.L. EXAMINING THE IMPACTS OF RESIDENTIAL SELF-SELECTION ON TRAVEL BEHAVIOUR: A FOCUS ON EMPIRICAL FINDINGS (2009) | 1475 | 1860 |
| 1 | BHAT C.R. GUO J.Y. A COMPREHENSIVE ANALYSIS OF BUILT ENVIRONMENT CHARACTERISTICS ON HOUSEHOLD RESIDENTIAL CHOICE AND AUTO OWNERSHIP LEVELS (2007) | 1241 | 1287 |
| Knowledge Base 2: KB 2 | |||
| 2 | SETO K.C. GÜNERALP B. HUTYRA L.R. GLOBAL FORECASTS OF URBAN EXPANSION TO 2030 AND DIRECT IMPACTS ON BIODIVERSITY AND CARBON POOLS (2012) | 1545 | 1854 |
| 2 | SETO K.C. FRAGKIAS M. GÜNERALP B. REILLY M.K. A META-ANALYSIS OF GLOBAL URBAN LAND EXPANSION (2011) | 1065 | 1192 |
| 2 | LI X. ZHOU W. OUYANG Z. FORTY YEARS OF URBAN EXPANSION IN BEIJING: WHAT IS THE RELATIVE IMPORTANCE OF PHYSICAL SOCIOECONOMIC AND NEIGHBORHOOD FACTO… | 827 | 983 |
| 2 | SCHNEIDER A. WOODCOCK C.E. COMPACT DISPERSED FRAGMENTED EXTENSIVE? A COMPARISON OF URBAN GROWTH IN TWENTY-FIVE GLOBAL CITIES USING REMOTELY SENSED … | 696 | 805 |
| 2 | GRIMM N.B. FAETH S.H. GOLUBIEWSKI N.E. REDMAN C.L. WU J. BAI X. BRIGGS J.M. GLOBAL CHANGE AND THE ECOLOGY OF CITIES (2008) | 656 | 730 |
| 2 | SETO K.C. GUNERALP B. HUTYRA L.R. GLOBAL FORECASTS OF URBAN EXPANSION TO 2030 AND DIRECT IMPACTS ON BIODIVERSITY AND CARBON POOLS (2012) | 588 | 683 |
| 2 | GALSTER G. HANSON R. RATCLIFFE M.R. WOLMAN H. COLEMAN S. FREIHAGE J. WRESTLING SPRAWL TO THE GROUND: DEFINING AND MEASURING AN ELUSIVE CONCEPT (2001) | 563 | 642 |
| 2 | ANGEL S. PARENT J. CIVCO D.L. BLEI A. POTERE D. THE DIMENSIONS OF GLOBAL URBAN EXPANSION: ESTIMATES AND PROJECTIONS FOR ALL COUNTRIES 2000–2050 (2011) | 461 | 501 |
| 2 | BHATTA B. SARASWATI S. BANDYOPADHYAY D. URBAN SPRAWL MEASUREMENT FROM REMOTE SENSING DATA (2010) | 374 | 406 |
| 2 | JIAO L. URBAN LAND DENSITY FUNCTION: A NEW METHOD TO CHARACTERIZE URBAN EXPANSION (2015) | 369 | 414 |
| Knowledge Base 3: KB 3 | |||
| 3 | SMITH N. (1996) | 2057 | 2060 |
| 3 | SMITH N. TOWARD A THEORY OF GENTRIFICATION: A BACK TO THE CITY MOVEMENT BY CAPITAL NOT PEOPLE (1979) | 1158 | 1170 |
| 3 | SMITH N. NEW GLOBALISM NEW URBANISM: GENTRIFICATION AS GLOBAL URBAN STRATEGY (2002) | 1137 | 1140 |
| 3 | HACKWORTH J. SMITH N. THE CHANGING STATE OF GENTRIFICATION (2001) | 979 | 979 |
| 3 | LEES L. SLATER T. WYLY E. (2008) | 952 | 955 |
| 3 | FREEMAN L. DISPLACEMENT OR SUCCESSION? RESIDENTIAL MOBILITY IN GENTRIFYING NEIGHBORHOODS (2005) | 878 | 881 |
| 3 | LEY D. (1996) | 826 | 839 |
| 3 | SLATER T. THE EVICTION OF CRITICAL PERSPECTIVES FROM GENTRIFICATION RESEARCH (2006) | 743 | 743 |
| 3 | MARCUSE P. GENTRIFICATION ABANDONMENT AND DISPLACEMENT: CONNECTIONS CAUSES AND POLICY RESPONSES IN NEW YORK CITY (1985) | 588 | 588 |
| 3 | NEWMAN K. WYLY E.K. THE RIGHT TO STAY PUT REVISITED: GENTRIFICATION AND RESISTANCE TO DISPLACEMENT IN NEW YORK CITY (2006) | 580 | 580 |
| Knowledge Base 4: KB 4 | |||
| 4 | JANSSEN I. LEBLANC A.G. SYSTEMATIC REVIEW OF THE HEALTH BENEFITS OF PHYSICAL ACTIVITY AND FITNESS IN SCHOOL-AGED CHILDREN AND YOUTH (2010) | 2411 | 2495 |
| 4 | HALLAL P.C. ANDERSEN L.B. BULL F.C. GUTHOLD R. HASKELL W. EKELUND U. GLOBAL PHYSICAL ACTIVITY LEVELS: SURVEILLANCE PROGRESS PITFALLS AND PROSPECTS … | 1312 | 1616 |
| 4 | SALLIS J.F. CERVERO R.B. ASCHER W. HENDERSON K.A. KRAFT M.K. KERR J. AN ECOLOGICAL APPROACH TO CREATING ACTIVE LIVING COMMUNITIES (2006) | 976 | 1758 |
| 4 | EVENSON K.R. CATELLIER D.J. GILL K. ONDRAK K.S. MCMURRAY R.G. CALIBRATION OF TWO OBJECTIVE MEASURES OF PHYSICAL ACTIVITY FOR CHILDREN (2008) | 843 | 869 |
| 4 | SALLIS J.F. PROCHASKA J.J. TAYLOR W.C. A REVIEW OF CORRELATES OF PHYSICAL ACTIVITY OF CHILDREN AND ADOLESCENTS (2000) | 740 | 789 |
| 4 | BEETS M.W. CARDINAL B.J. ALDERMAN B.L. PARENTAL SOCIAL SUPPORT AND THE PHYSICAL ACTIVITY-RELATED BEHAVIORS OF YOUTH: A REVIEW (2010) | 502 | 510 |
| 4 | DUMITH S.C. GIGANTE D.P. DOMINGUES M.R. KOHL H.W. PHYSICAL ACTIVITY CHANGE DURING ADOLESCENCE: A SYSTEMATIC REVIEW AND A POOLED ANALYSIS (2011) | 431 | 434 |
| 4 | GUSTAFSON S.L. RHODES R.E. PARENTAL CORRELATES OF PHYSICAL ACTIVITY IN CHILDREN AND EARLY ADOLESCENTS (2006) | 349 | 355 |
| 4 | TELAMA R. TRACKING OF PHYSICAL ACTIVITY FROM CHILDHOOD TO ADULTHOOD: A REVIEW (2009) | 327 | 339 |
| 4 | TROST S.G. LOPRINZI P.D. MOORE R. PFEIFFER K.A. COMPARISON OF ACCELEROMETER CUT POINTS FOR PREDICTING ACTIVITY INTENSITY IN YOUTH (2011) | 318 | 321 |
| Knowledge Base 5: KB 5 | |||
| 5 | BETTENCOURT L.M.A. THE ORIGINS OF SCALING IN CITIES (2013) | 992 | 1013 |
| 5 | BATTY M. THE SIZE SCALE AND SHAPE OF CITIES (2008) | 749 | 912 |
| 5 | ALONSO W. (1964) | 730 | 803 |
| 5 | MILLS E.S. AN AGGREGATIVE MODEL OF RESOURCE ALLOCATION IN A METROPOLITAN AREA (1967) | 656 | 672 |
| 5 | BETTENCOURT L.M.A. LOBO J. HELBING D. KÜHNERT C. WEST G.B. GROWTH INNOVATION SCALING AND THE PACE OF LIFE IN CITIES (2007) | 574 | 599 |
| 5 | ARCAUTE E. HATNA E. FERGUSON P. YOUN H. JOHANSSON A. BATTY M. CONSTRUCTING CITIES DECONSTRUCTING SCALING LAWS (2015) | 564 | 570 |
| 5 | GABAIX X. ZIPF’S LAW FOR CITIES: AN EXPLANATION (1999) | 551 | 557 |
| 5 | EECKHOUT J. GIBRAT’S LAW FOR (ALL) | 483 | 483 |
| 5 | ROZENFELD H.D. RYBSKI D. GABAIX X. MAKSE H.A. THE AREA AND POPULATION OF CITIES: NEW INSIGHTS FROM A DIFFERENT PERSPECTIVE ON CITIES (2011) | 429 | 459 |
| 5 | BATTY M. (2013) | 355 | 412 |
| Knowledge Base 6: KB 6 | |||
| 6 | WU F. CALIBRATION OF STOCHASTIC CELLULAR AUTOMATA: THE APPLICATION TO RURAL-URBAN LAND CONVERSIONS (2002) | 1239 | 1299 |
| 6 | CLARKE K.C. HOPPEN S. GAYDOS L. A SELF-MODIFYING CELLULAR AUTOMATON MODEL OF HISTORICAL URBANIZATION IN THE SAN FRANCISCO BAY AREA (1997) | 1108 | 1190 |
| 6 | CLARKE K.C. GAYDOS L.J. LOOSE-COUPLING A CELLULAR AUTOMATON MODEL AND GIS: LONG-TERM URBAN GROWTH PREDICTION FOR SAN FRANCISCO AND WASHINGTON/BALTI… | 1069 | 1209 |
| 6 | BATTY M. XIE Y. SUN Z. MODELING URBAN DYNAMICS THROUGH GIS-BASED CELLULAR AUTOMATA (1999) | 884 | 928 |
| 6 | PIJANOWSKI B.C. BROWN D.G. SHELLITO B.A. MANIK G.A. USING NEURAL NETWORKS AND GIS TO FORECAST LAND USE CHANGES: A LAND TRANSFORMATION MODEL (2002) | 829 | 881 |
| 6 | WHITE R. ENGELEN G. CELLULAR AUTOMATA AND FRACTAL URBAN FORM: A CELLULAR MODELLING APPROACH TO THE EVOLUTION OF URBAN LAND-USE PATTERNS (1993) | 628 | 658 |
| 6 | WU F. WEBSTER C.J. SIMULATION OF LAND DEVELOPMENT THROUGH THE INTEGRATION OF CELLULAR AUTOMATA AND MULTICRITERIA EVALUATION (1998) | 545 | 555 |
| 6 | YANG Q. LI X. SHI X. CELLULAR AUTOMATA FOR SIMULATING LAND USE CHANGES BASED ON SUPPORT VECTOR MACHINES (2008) | 543 | 556 |
| 6 | TAYYEBI A. PIJANOWSKI B.C. MODELING MULTIPLE LAND USE CHANGES USING ANN CART AND MARS: COMPARING TRADEOFFS IN GOODNESS OF FIT AND EXPLANATORY POWER… | 535 | 581 |
| 6 | SANTÉ I. GARCÍA A.M. MIRANDA D. CRECENTE R. CELLULAR AUTOMATA MODELS FOR THE SIMULATION OF REAL-WORLD URBAN PROCESSES: A REVIEW AND ANALYSIS (2010) | 534 | 567 |
| Knowledge Base 7: KB 7 | |||
| 7 | OLSSON L.E. GÄRLING T. ETTEMA D. FRIMAN M. FUJII S. HAPPINESS AND SATISFACTION WITH WORK COMMUTE (2013) | 2117 | 2303 |
| 7 | DE VOS J. SCHWANEN T. VAN ACKER V. WITLOX F. TRAVEL AND SUBJECTIVE WELL-BEING: A FOCUS ON FINDINGS METHODS AND FUTURE RESEARCH NEEDS (2013) | 1972 | 2212 |
| 7 | ST-LOUIS E. MANAUGH K. VAN LIEROP D. EL-GENEIDY A. THE HAPPY COMMUTER: A COMPARISON OF COMMUTER SATISFACTION ACROSS MODES (2014) | 1912 | 2139 |
| 7 | ETTEMA D. GÄRLING T. ERIKSSON L. FRIMAN M. OLSSON L.E. FUJII S. SATISFACTION WITH TRAVEL AND SUBJECTIVE WELL-BEING: DEVELOPMENT AND TEST OF A MEASU… | 1846 | 2020 |
| 7 | ETTEMA D. GÄRLING T. OLSSON L.E. FRIMAN M. OUT-OF-HOME ACTIVITIES DAILY TRAVEL AND SUBJECTIVE WELL-BEING (2010) | 1687 | 1808 |
| 7 | DE VOS J. MOKHTARIAN P.L. SCHWANEN T. VAN ACKER V. WITLOX F. TRAVEL MODE CHOICE AND TRAVEL SATISFACTION: BRIDGING THE GAP BETWEEN DECISION UTILITY … | 1609 | 1939 |
| 7 | YE R. TITHERIDGE H. SATISFACTION WITH THE COMMUTE: THE ROLE OF TRAVEL MODE CHOICE BUILT ENVIRONMENT AND ATTITUDES (2017) | 1506 | 1729 |
| 7 | MORRIS E.A. GUERRA E. MOOD AND MODE: DOES HOW WE TRAVEL AFFECT HOW WE FEEL? (2015) | 1394 | 1553 |
| 7 | FRIMAN M. FUJII S. ETTEMA D. GÄRLING T. OLSSON L.E. PSYCHOMETRIC ANALYSIS OF THE SATISFACTION WITH TRAVEL SCALE (2013) | 1373 | 1539 |
| 7 | ETTEMA D. FRIMAN M. GÄRLING T. OLSSON L.E. FUJII S. HOW IN-VEHICLE ACTIVITIES AFFECT WORK COMMUTERS’ SATISFACTION WITH PUBLIC TRANSPORT (2012) | 1006 | 1062 |
| Knowledge Base 8: KB 8 | |||
| 8 | AJZEN I. THE THEORY OF PLANNED BEHAVIOR (1991) | 1188 | 2336 |
| 8 | HEINEN E. VAN WEE B. MAAT K. COMMUTING BY BICYCLE: AN OVERVIEW OF THE LITERATURE (2010) | 692 | 855 |
| 8 | STEG L. CAR USE: LUST AND MUST. INSTRUMENTAL SYMBOLIC AND AFFECTIVE MOTIVES FOR CAR USE (2005) | 547 | 995 |
| 8 | BAMBERG S. AJZEN I. SCHMIDT P. CHOICE OF TRAVEL MODE IN THE THEORY OF PLANNED BEHAVIOR: THE ROLES OF PAST BEHAVIOR HABIT AND REASONED ACTION (2003) | 499 | 617 |
| 8 | PUCHER J. DILL J. HANDY S. INFRASTRUCTURE PROGRAMS AND POLICIES TO INCREASE BICYCLING: AN INTERNATIONAL REVIEW (2010) | 486 | 720 |
| 8 | HEINEN E. MAAT K. VAN WEE B. THE ROLE OF ATTITUDES TOWARD CHARACTERISTICS OF BICYCLE COMMUTING ON THE CHOICE TO CYCLE TO WORK OVER VARIOUS DISTANCE… | 475 | 687 |
| 8 | DILL J. VOROS K. FACTORS AFFECTING BICYCLING DEMAND: INITIAL SURVEY FINDINGS FROM THE PORTLAND OREGON REGION (2007) | 356 | 408 |
| 8 | GATERSLEBEN B. APPLETON K.M. CONTEMPLATING CYCLING TO WORK: ATTITUDES AND PERCEPTIONS IN DIFFERENT STAGES OF CHANGE (2007) | 352 | 382 |
| 8 | PUCHER J. BUEHLER R. MAKING CYCLING IRRESISTIBLE: LESSONS FROM THE NETHERLANDS DENMARK AND GERMANY (2008) | 343 | 510 |
| 8 | GÄRLING T. AXHAUSEN K.W. INTRODUCTION: HABITUAL TRAVEL CHOICE (2003) | 307 | 589 |